Large sample and finite sample behavior of robust estimators

Robust estimators are non-linear functions of observations, often implicitly defined. It is often difficult to derive their distribution functions under a finite number of observations. If we are not able to derive the finite-sample distribution in a compact form, we take recourse to a limit distribution function of an estimator and/or criterion under the condition that the number of observations n is infinitely increasing (asymptotic distribution).